{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization Tutorial 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and Setup the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import required library functions\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load data, skip the top 20 and bottom 2 rows as they do not contain relevant data\n",
    "df_canada = pd.read_excel('data/canada.xlsx',\n",
    "                          sheet_name = 'Canada by Citizenship',\n",
    "                          skiprows = range(20),\n",
    "                          skipfooter = 2)\n",
    "\n",
    "# conversion index and columns to lists\n",
    "#df_canada.columns.tolist()\n",
    "#df_canada.index.tolist()\n",
    "\n",
    "# remove unnecessary columns\n",
    "# in pandas axis=0 re|presents rows (default) and axis=1 represents columns.\n",
    "df_canada.drop(['AREA','REG','DEV','Type','Coverage'], axis=1, inplace=True)\n",
    "\n",
    "# rename some columns to make better sense\n",
    "df_canada.rename(columns={'OdName':'Country', 'AreaName':'Continent', 'RegName':'Region'}, inplace=True)\n",
    "\n",
    "# convert all column names to strings\n",
    "df_canada.columns = list(map(str, df_canada.columns))\n",
    "\n",
    "# full range of the time series\n",
    "years = list(map(str, range(1980, 2014)))\n",
    "\n",
    "# add Total column\n",
    "df_canada['Total'] = df_canada.sum(axis=1)\n",
    "\n",
    "# index data by country\n",
    "df_canada.set_index('Country', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Frequency Distribution\n",
    "\n",
    "### Visualize immigration into Canada from Scandinavia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1980</th>\n",
       "      <th>1981</th>\n",
       "      <th>1982</th>\n",
       "      <th>1983</th>\n",
       "      <th>1984</th>\n",
       "      <th>1985</th>\n",
       "      <th>1986</th>\n",
       "      <th>1987</th>\n",
       "      <th>1988</th>\n",
       "      <th>1989</th>\n",
       "      <th>...</th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Denmark</th>\n",
       "      <td>272</td>\n",
       "      <td>293</td>\n",
       "      <td>299</td>\n",
       "      <td>106</td>\n",
       "      <td>93</td>\n",
       "      <td>73</td>\n",
       "      <td>93</td>\n",
       "      <td>109</td>\n",
       "      <td>129</td>\n",
       "      <td>129</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>62</td>\n",
       "      <td>101</td>\n",
       "      <td>97</td>\n",
       "      <td>108</td>\n",
       "      <td>81</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>116</td>\n",
       "      <td>77</td>\n",
       "      <td>106</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>54</td>\n",
       "      <td>56</td>\n",
       "      <td>80</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>57</td>\n",
       "      <td>53</td>\n",
       "      <td>73</td>\n",
       "      <td>66</td>\n",
       "      <td>75</td>\n",
       "      <td>46</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>281</td>\n",
       "      <td>308</td>\n",
       "      <td>222</td>\n",
       "      <td>176</td>\n",
       "      <td>128</td>\n",
       "      <td>158</td>\n",
       "      <td>187</td>\n",
       "      <td>198</td>\n",
       "      <td>171</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>129</td>\n",
       "      <td>205</td>\n",
       "      <td>139</td>\n",
       "      <td>193</td>\n",
       "      <td>165</td>\n",
       "      <td>167</td>\n",
       "      <td>159</td>\n",
       "      <td>134</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         1980  1981  1982  1983  1984  1985  1986  1987  1988  1989  ...  \\\n",
       "Country                                                              ...   \n",
       "Denmark   272   293   299   106    93    73    93   109   129   129  ...   \n",
       "Norway    116    77   106    51    31    54    56    80    73    76  ...   \n",
       "Sweden    281   308   222   176   128   158   187   198   171   182  ...   \n",
       "\n",
       "         2004  2005  2006  2007  2008  2009  2010  2011  2012  2013  \n",
       "Country                                                              \n",
       "Denmark    89    62   101    97   108    81    92    93    94    81  \n",
       "Norway     73    57    53    73    66    75    46    49    53    59  \n",
       "Sweden    129   205   139   193   165   167   159   134   140   140  \n",
       "\n",
       "[3 rows x 34 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's quickly view the dataset \n",
    "df_scandinavia = df_canada.loc[['Denmark', 'Norway', 'Sweden'], years]\n",
    "\n",
    "df_scandinavia.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's get the x-tick values\n",
    "count, bin_edges = np.histogram(df_scandinavia.transpose(), 10)\n",
    "\n",
    "# generate histogram\n",
    "df_scandinavia.transpose().plot(kind='hist',\n",
    "                    figsize=(10, 6),\n",
    "                    bins=10,\n",
    "                    alpha=0.5,\n",
    "                    xticks=bin_edges,\n",
    "                   )\n",
    "\n",
    "plt.title('Histogram of Immigration from Denmark, Norway, and Sweden from 1980 - 2013')\n",
    "plt.ylabel('Number of Years')\n",
    "plt.xlabel('Number of Immigrants')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Data Distribution\n",
    "\n",
    "### Visualize Box Plot of immigration to Canada from India"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Country</th>\n",
       "      <th>India</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>8880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>8670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>8147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>7338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>5704</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Country  India\n",
       "1980      8880\n",
       "1981      8670\n",
       "1982      8147\n",
       "1983      7338\n",
       "1984      5704"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to get a dataframe, place extra square brackets around 'India'.\n",
    "df_india = df_canada.loc[['India'], years].transpose()\n",
    "df_india.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Country</th>\n",
       "      <th>India</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>34.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>20350.117647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>10007.342579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4211.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10637.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20235.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>28699.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>36210.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Country         India\n",
       "count       34.000000\n",
       "mean     20350.117647\n",
       "std      10007.342579\n",
       "min       4211.000000\n",
       "25%      10637.750000\n",
       "50%      20235.000000\n",
       "75%      28699.500000\n",
       "max      36210.000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_india.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the distribution pattern\n",
    "df_india.plot(kind='box', figsize=(8, 6))\n",
    "\n",
    "plt.title('Box plot of Indian Immigrants from 1980 - 2013')\n",
    "plt.ylabel('Number of Immigrants')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare total continent wise distribution over the years 1980 to 2013"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1980</th>\n",
       "      <th>1981</th>\n",
       "      <th>1982</th>\n",
       "      <th>1983</th>\n",
       "      <th>1984</th>\n",
       "      <th>1985</th>\n",
       "      <th>1986</th>\n",
       "      <th>1987</th>\n",
       "      <th>1988</th>\n",
       "      <th>1989</th>\n",
       "      <th>...</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>3951</td>\n",
       "      <td>4363</td>\n",
       "      <td>3819</td>\n",
       "      <td>2671</td>\n",
       "      <td>2639</td>\n",
       "      <td>2650</td>\n",
       "      <td>3782</td>\n",
       "      <td>7494</td>\n",
       "      <td>7552</td>\n",
       "      <td>9894</td>\n",
       "      <td>...</td>\n",
       "      <td>27523</td>\n",
       "      <td>29188</td>\n",
       "      <td>28284</td>\n",
       "      <td>29890</td>\n",
       "      <td>34534</td>\n",
       "      <td>40892</td>\n",
       "      <td>35441</td>\n",
       "      <td>38083</td>\n",
       "      <td>38543</td>\n",
       "      <td>618948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>31025</td>\n",
       "      <td>34314</td>\n",
       "      <td>30214</td>\n",
       "      <td>24696</td>\n",
       "      <td>27274</td>\n",
       "      <td>23850</td>\n",
       "      <td>28739</td>\n",
       "      <td>43203</td>\n",
       "      <td>47454</td>\n",
       "      <td>60256</td>\n",
       "      <td>...</td>\n",
       "      <td>159253</td>\n",
       "      <td>149054</td>\n",
       "      <td>133459</td>\n",
       "      <td>139894</td>\n",
       "      <td>141434</td>\n",
       "      <td>163845</td>\n",
       "      <td>146894</td>\n",
       "      <td>152218</td>\n",
       "      <td>155075</td>\n",
       "      <td>3317794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>39760</td>\n",
       "      <td>44802</td>\n",
       "      <td>42720</td>\n",
       "      <td>24638</td>\n",
       "      <td>22287</td>\n",
       "      <td>20844</td>\n",
       "      <td>24370</td>\n",
       "      <td>46698</td>\n",
       "      <td>54726</td>\n",
       "      <td>60893</td>\n",
       "      <td>...</td>\n",
       "      <td>35955</td>\n",
       "      <td>33053</td>\n",
       "      <td>33495</td>\n",
       "      <td>34692</td>\n",
       "      <td>35078</td>\n",
       "      <td>33425</td>\n",
       "      <td>26778</td>\n",
       "      <td>29177</td>\n",
       "      <td>28691</td>\n",
       "      <td>1410947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latin America and the Caribbean</th>\n",
       "      <td>13081</td>\n",
       "      <td>15215</td>\n",
       "      <td>16769</td>\n",
       "      <td>15427</td>\n",
       "      <td>13678</td>\n",
       "      <td>15171</td>\n",
       "      <td>21179</td>\n",
       "      <td>28471</td>\n",
       "      <td>21924</td>\n",
       "      <td>25060</td>\n",
       "      <td>...</td>\n",
       "      <td>24747</td>\n",
       "      <td>24676</td>\n",
       "      <td>26011</td>\n",
       "      <td>26547</td>\n",
       "      <td>26867</td>\n",
       "      <td>28818</td>\n",
       "      <td>27856</td>\n",
       "      <td>27173</td>\n",
       "      <td>24950</td>\n",
       "      <td>765148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern America</th>\n",
       "      <td>9378</td>\n",
       "      <td>10030</td>\n",
       "      <td>9074</td>\n",
       "      <td>7100</td>\n",
       "      <td>6661</td>\n",
       "      <td>6543</td>\n",
       "      <td>7074</td>\n",
       "      <td>7705</td>\n",
       "      <td>6469</td>\n",
       "      <td>6790</td>\n",
       "      <td>...</td>\n",
       "      <td>8394</td>\n",
       "      <td>9613</td>\n",
       "      <td>9463</td>\n",
       "      <td>10190</td>\n",
       "      <td>8995</td>\n",
       "      <td>8142</td>\n",
       "      <td>7677</td>\n",
       "      <td>7892</td>\n",
       "      <td>8503</td>\n",
       "      <td>241142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>1942</td>\n",
       "      <td>1839</td>\n",
       "      <td>1675</td>\n",
       "      <td>1018</td>\n",
       "      <td>878</td>\n",
       "      <td>920</td>\n",
       "      <td>904</td>\n",
       "      <td>1200</td>\n",
       "      <td>1181</td>\n",
       "      <td>1539</td>\n",
       "      <td>...</td>\n",
       "      <td>1585</td>\n",
       "      <td>1473</td>\n",
       "      <td>1693</td>\n",
       "      <td>1834</td>\n",
       "      <td>1860</td>\n",
       "      <td>1834</td>\n",
       "      <td>1548</td>\n",
       "      <td>1679</td>\n",
       "      <td>1775</td>\n",
       "      <td>55174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  1980   1981   1982   1983   1984   1985  \\\n",
       "Continent                                                                   \n",
       "Africa                            3951   4363   3819   2671   2639   2650   \n",
       "Asia                             31025  34314  30214  24696  27274  23850   \n",
       "Europe                           39760  44802  42720  24638  22287  20844   \n",
       "Latin America and the Caribbean  13081  15215  16769  15427  13678  15171   \n",
       "Northern America                  9378  10030   9074   7100   6661   6543   \n",
       "Oceania                           1942   1839   1675   1018    878    920   \n",
       "\n",
       "                                  1986   1987   1988   1989  ...    2005  \\\n",
       "Continent                                                    ...           \n",
       "Africa                            3782   7494   7552   9894  ...   27523   \n",
       "Asia                             28739  43203  47454  60256  ...  159253   \n",
       "Europe                           24370  46698  54726  60893  ...   35955   \n",
       "Latin America and the Caribbean  21179  28471  21924  25060  ...   24747   \n",
       "Northern America                  7074   7705   6469   6790  ...    8394   \n",
       "Oceania                            904   1200   1181   1539  ...    1585   \n",
       "\n",
       "                                   2006    2007    2008    2009    2010  \\\n",
       "Continent                                                                 \n",
       "Africa                            29188   28284   29890   34534   40892   \n",
       "Asia                             149054  133459  139894  141434  163845   \n",
       "Europe                            33053   33495   34692   35078   33425   \n",
       "Latin America and the Caribbean   24676   26011   26547   26867   28818   \n",
       "Northern America                   9613    9463   10190    8995    8142   \n",
       "Oceania                            1473    1693    1834    1860    1834   \n",
       "\n",
       "                                   2011    2012    2013    Total  \n",
       "Continent                                                         \n",
       "Africa                            35441   38083   38543   618948  \n",
       "Asia                             146894  152218  155075  3317794  \n",
       "Europe                            26778   29177   28691  1410947  \n",
       "Latin America and the Caribbean   27856   27173   24950   765148  \n",
       "Northern America                   7677    7892    8503   241142  \n",
       "Oceania                            1548    1679    1775    55174  \n",
       "\n",
       "[6 rows x 35 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group by Continent\n",
    "df_continents = df_canada.groupby(['Continent'], axis = 0).sum()\n",
    "\n",
    "df_continents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1980</th>\n",
       "      <th>1981</th>\n",
       "      <th>1982</th>\n",
       "      <th>1983</th>\n",
       "      <th>1984</th>\n",
       "      <th>1985</th>\n",
       "      <th>1986</th>\n",
       "      <th>1987</th>\n",
       "      <th>1988</th>\n",
       "      <th>1989</th>\n",
       "      <th>...</th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>3951</td>\n",
       "      <td>4363</td>\n",
       "      <td>3819</td>\n",
       "      <td>2671</td>\n",
       "      <td>2639</td>\n",
       "      <td>2650</td>\n",
       "      <td>3782</td>\n",
       "      <td>7494</td>\n",
       "      <td>7552</td>\n",
       "      <td>9894</td>\n",
       "      <td>...</td>\n",
       "      <td>28192</td>\n",
       "      <td>27523</td>\n",
       "      <td>29188</td>\n",
       "      <td>28284</td>\n",
       "      <td>29890</td>\n",
       "      <td>34534</td>\n",
       "      <td>40892</td>\n",
       "      <td>35441</td>\n",
       "      <td>38083</td>\n",
       "      <td>38543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>31025</td>\n",
       "      <td>34314</td>\n",
       "      <td>30214</td>\n",
       "      <td>24696</td>\n",
       "      <td>27274</td>\n",
       "      <td>23850</td>\n",
       "      <td>28739</td>\n",
       "      <td>43203</td>\n",
       "      <td>47454</td>\n",
       "      <td>60256</td>\n",
       "      <td>...</td>\n",
       "      <td>134850</td>\n",
       "      <td>159253</td>\n",
       "      <td>149054</td>\n",
       "      <td>133459</td>\n",
       "      <td>139894</td>\n",
       "      <td>141434</td>\n",
       "      <td>163845</td>\n",
       "      <td>146894</td>\n",
       "      <td>152218</td>\n",
       "      <td>155075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>39760</td>\n",
       "      <td>44802</td>\n",
       "      <td>42720</td>\n",
       "      <td>24638</td>\n",
       "      <td>22287</td>\n",
       "      <td>20844</td>\n",
       "      <td>24370</td>\n",
       "      <td>46698</td>\n",
       "      <td>54726</td>\n",
       "      <td>60893</td>\n",
       "      <td>...</td>\n",
       "      <td>38082</td>\n",
       "      <td>35955</td>\n",
       "      <td>33053</td>\n",
       "      <td>33495</td>\n",
       "      <td>34692</td>\n",
       "      <td>35078</td>\n",
       "      <td>33425</td>\n",
       "      <td>26778</td>\n",
       "      <td>29177</td>\n",
       "      <td>28691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latin America and the Caribbean</th>\n",
       "      <td>13081</td>\n",
       "      <td>15215</td>\n",
       "      <td>16769</td>\n",
       "      <td>15427</td>\n",
       "      <td>13678</td>\n",
       "      <td>15171</td>\n",
       "      <td>21179</td>\n",
       "      <td>28471</td>\n",
       "      <td>21924</td>\n",
       "      <td>25060</td>\n",
       "      <td>...</td>\n",
       "      <td>22181</td>\n",
       "      <td>24747</td>\n",
       "      <td>24676</td>\n",
       "      <td>26011</td>\n",
       "      <td>26547</td>\n",
       "      <td>26867</td>\n",
       "      <td>28818</td>\n",
       "      <td>27856</td>\n",
       "      <td>27173</td>\n",
       "      <td>24950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern America</th>\n",
       "      <td>9378</td>\n",
       "      <td>10030</td>\n",
       "      <td>9074</td>\n",
       "      <td>7100</td>\n",
       "      <td>6661</td>\n",
       "      <td>6543</td>\n",
       "      <td>7074</td>\n",
       "      <td>7705</td>\n",
       "      <td>6469</td>\n",
       "      <td>6790</td>\n",
       "      <td>...</td>\n",
       "      <td>6990</td>\n",
       "      <td>8394</td>\n",
       "      <td>9613</td>\n",
       "      <td>9463</td>\n",
       "      <td>10190</td>\n",
       "      <td>8995</td>\n",
       "      <td>8142</td>\n",
       "      <td>7677</td>\n",
       "      <td>7892</td>\n",
       "      <td>8503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>1942</td>\n",
       "      <td>1839</td>\n",
       "      <td>1675</td>\n",
       "      <td>1018</td>\n",
       "      <td>878</td>\n",
       "      <td>920</td>\n",
       "      <td>904</td>\n",
       "      <td>1200</td>\n",
       "      <td>1181</td>\n",
       "      <td>1539</td>\n",
       "      <td>...</td>\n",
       "      <td>1788</td>\n",
       "      <td>1585</td>\n",
       "      <td>1473</td>\n",
       "      <td>1693</td>\n",
       "      <td>1834</td>\n",
       "      <td>1860</td>\n",
       "      <td>1834</td>\n",
       "      <td>1548</td>\n",
       "      <td>1679</td>\n",
       "      <td>1775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  1980   1981   1982   1983   1984   1985  \\\n",
       "Continent                                                                   \n",
       "Africa                            3951   4363   3819   2671   2639   2650   \n",
       "Asia                             31025  34314  30214  24696  27274  23850   \n",
       "Europe                           39760  44802  42720  24638  22287  20844   \n",
       "Latin America and the Caribbean  13081  15215  16769  15427  13678  15171   \n",
       "Northern America                  9378  10030   9074   7100   6661   6543   \n",
       "Oceania                           1942   1839   1675   1018    878    920   \n",
       "\n",
       "                                  1986   1987   1988   1989  ...    2004  \\\n",
       "Continent                                                    ...           \n",
       "Africa                            3782   7494   7552   9894  ...   28192   \n",
       "Asia                             28739  43203  47454  60256  ...  134850   \n",
       "Europe                           24370  46698  54726  60893  ...   38082   \n",
       "Latin America and the Caribbean  21179  28471  21924  25060  ...   22181   \n",
       "Northern America                  7074   7705   6469   6790  ...    6990   \n",
       "Oceania                            904   1200   1181   1539  ...    1788   \n",
       "\n",
       "                                   2005    2006    2007    2008    2009  \\\n",
       "Continent                                                                 \n",
       "Africa                            27523   29188   28284   29890   34534   \n",
       "Asia                             159253  149054  133459  139894  141434   \n",
       "Europe                            35955   33053   33495   34692   35078   \n",
       "Latin America and the Caribbean   24747   24676   26011   26547   26867   \n",
       "Northern America                   8394    9613    9463   10190    8995   \n",
       "Oceania                            1585    1473    1693    1834    1860   \n",
       "\n",
       "                                   2010    2011    2012    2013  \n",
       "Continent                                                        \n",
       "Africa                            40892   35441   38083   38543  \n",
       "Asia                             163845  146894  152218  155075  \n",
       "Europe                            33425   26778   29177   28691  \n",
       "Latin America and the Caribbean   28818   27856   27173   24950  \n",
       "Northern America                   8142    7677    7892    8503  \n",
       "Oceania                            1834    1548    1679    1775  \n",
       "\n",
       "[6 rows x 34 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_continents[years]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot multiple distributions side by side\n",
    "plt.figure(figsize=(12, 6))\n",
    "ax = sns.boxplot(data=df_continents[years].transpose(), orient='h')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Heatmap\n",
    "\n",
    "### Visualize total immigration contributions from each continent over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data as a Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1980</th>\n",
       "      <th>1981</th>\n",
       "      <th>1982</th>\n",
       "      <th>1983</th>\n",
       "      <th>1984</th>\n",
       "      <th>1985</th>\n",
       "      <th>1986</th>\n",
       "      <th>1987</th>\n",
       "      <th>1988</th>\n",
       "      <th>1989</th>\n",
       "      <th>...</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>3951</td>\n",
       "      <td>4363</td>\n",
       "      <td>3819</td>\n",
       "      <td>2671</td>\n",
       "      <td>2639</td>\n",
       "      <td>2650</td>\n",
       "      <td>3782</td>\n",
       "      <td>7494</td>\n",
       "      <td>7552</td>\n",
       "      <td>9894</td>\n",
       "      <td>...</td>\n",
       "      <td>27523</td>\n",
       "      <td>29188</td>\n",
       "      <td>28284</td>\n",
       "      <td>29890</td>\n",
       "      <td>34534</td>\n",
       "      <td>40892</td>\n",
       "      <td>35441</td>\n",
       "      <td>38083</td>\n",
       "      <td>38543</td>\n",
       "      <td>618948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>31025</td>\n",
       "      <td>34314</td>\n",
       "      <td>30214</td>\n",
       "      <td>24696</td>\n",
       "      <td>27274</td>\n",
       "      <td>23850</td>\n",
       "      <td>28739</td>\n",
       "      <td>43203</td>\n",
       "      <td>47454</td>\n",
       "      <td>60256</td>\n",
       "      <td>...</td>\n",
       "      <td>159253</td>\n",
       "      <td>149054</td>\n",
       "      <td>133459</td>\n",
       "      <td>139894</td>\n",
       "      <td>141434</td>\n",
       "      <td>163845</td>\n",
       "      <td>146894</td>\n",
       "      <td>152218</td>\n",
       "      <td>155075</td>\n",
       "      <td>3317794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>39760</td>\n",
       "      <td>44802</td>\n",
       "      <td>42720</td>\n",
       "      <td>24638</td>\n",
       "      <td>22287</td>\n",
       "      <td>20844</td>\n",
       "      <td>24370</td>\n",
       "      <td>46698</td>\n",
       "      <td>54726</td>\n",
       "      <td>60893</td>\n",
       "      <td>...</td>\n",
       "      <td>35955</td>\n",
       "      <td>33053</td>\n",
       "      <td>33495</td>\n",
       "      <td>34692</td>\n",
       "      <td>35078</td>\n",
       "      <td>33425</td>\n",
       "      <td>26778</td>\n",
       "      <td>29177</td>\n",
       "      <td>28691</td>\n",
       "      <td>1410947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latin America and the Caribbean</th>\n",
       "      <td>13081</td>\n",
       "      <td>15215</td>\n",
       "      <td>16769</td>\n",
       "      <td>15427</td>\n",
       "      <td>13678</td>\n",
       "      <td>15171</td>\n",
       "      <td>21179</td>\n",
       "      <td>28471</td>\n",
       "      <td>21924</td>\n",
       "      <td>25060</td>\n",
       "      <td>...</td>\n",
       "      <td>24747</td>\n",
       "      <td>24676</td>\n",
       "      <td>26011</td>\n",
       "      <td>26547</td>\n",
       "      <td>26867</td>\n",
       "      <td>28818</td>\n",
       "      <td>27856</td>\n",
       "      <td>27173</td>\n",
       "      <td>24950</td>\n",
       "      <td>765148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern America</th>\n",
       "      <td>9378</td>\n",
       "      <td>10030</td>\n",
       "      <td>9074</td>\n",
       "      <td>7100</td>\n",
       "      <td>6661</td>\n",
       "      <td>6543</td>\n",
       "      <td>7074</td>\n",
       "      <td>7705</td>\n",
       "      <td>6469</td>\n",
       "      <td>6790</td>\n",
       "      <td>...</td>\n",
       "      <td>8394</td>\n",
       "      <td>9613</td>\n",
       "      <td>9463</td>\n",
       "      <td>10190</td>\n",
       "      <td>8995</td>\n",
       "      <td>8142</td>\n",
       "      <td>7677</td>\n",
       "      <td>7892</td>\n",
       "      <td>8503</td>\n",
       "      <td>241142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>1942</td>\n",
       "      <td>1839</td>\n",
       "      <td>1675</td>\n",
       "      <td>1018</td>\n",
       "      <td>878</td>\n",
       "      <td>920</td>\n",
       "      <td>904</td>\n",
       "      <td>1200</td>\n",
       "      <td>1181</td>\n",
       "      <td>1539</td>\n",
       "      <td>...</td>\n",
       "      <td>1585</td>\n",
       "      <td>1473</td>\n",
       "      <td>1693</td>\n",
       "      <td>1834</td>\n",
       "      <td>1860</td>\n",
       "      <td>1834</td>\n",
       "      <td>1548</td>\n",
       "      <td>1679</td>\n",
       "      <td>1775</td>\n",
       "      <td>55174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  1980   1981   1982   1983   1984   1985  \\\n",
       "Continent                                                                   \n",
       "Africa                            3951   4363   3819   2671   2639   2650   \n",
       "Asia                             31025  34314  30214  24696  27274  23850   \n",
       "Europe                           39760  44802  42720  24638  22287  20844   \n",
       "Latin America and the Caribbean  13081  15215  16769  15427  13678  15171   \n",
       "Northern America                  9378  10030   9074   7100   6661   6543   \n",
       "Oceania                           1942   1839   1675   1018    878    920   \n",
       "\n",
       "                                  1986   1987   1988   1989  ...    2005  \\\n",
       "Continent                                                    ...           \n",
       "Africa                            3782   7494   7552   9894  ...   27523   \n",
       "Asia                             28739  43203  47454  60256  ...  159253   \n",
       "Europe                           24370  46698  54726  60893  ...   35955   \n",
       "Latin America and the Caribbean  21179  28471  21924  25060  ...   24747   \n",
       "Northern America                  7074   7705   6469   6790  ...    8394   \n",
       "Oceania                            904   1200   1181   1539  ...    1585   \n",
       "\n",
       "                                   2006    2007    2008    2009    2010  \\\n",
       "Continent                                                                 \n",
       "Africa                            29188   28284   29890   34534   40892   \n",
       "Asia                             149054  133459  139894  141434  163845   \n",
       "Europe                            33053   33495   34692   35078   33425   \n",
       "Latin America and the Caribbean   24676   26011   26547   26867   28818   \n",
       "Northern America                   9613    9463   10190    8995    8142   \n",
       "Oceania                            1473    1693    1834    1860    1834   \n",
       "\n",
       "                                   2011    2012    2013    Total  \n",
       "Continent                                                         \n",
       "Africa                            35441   38083   38543   618948  \n",
       "Asia                             146894  152218  155075  3317794  \n",
       "Europe                            26778   29177   28691  1410947  \n",
       "Latin America and the Caribbean   27856   27173   24950   765148  \n",
       "Northern America                   7677    7892    8503   241142  \n",
       "Oceania                            1548    1679    1775    55174  \n",
       "\n",
       "[6 rows x 35 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group by Continent\n",
    "df_continents = df_canada.groupby(['Continent'], axis = 0).sum()\n",
    "\n",
    "df_continents.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data as a Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "ax = sns.heatmap(data=df_continents[years])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Whole country wise data as a Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x3024 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 42))\n",
    "ax = sns.heatmap(data=df_canada[years])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Word Coulds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# special library for Word Clouds\n",
    "from wordcloud import WordCloud, STOPWORDS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare word histogram data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7f4bb54354e0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load list of common words to remove from consideration\n",
    "stopwords = set(STOPWORDS)\n",
    "\n",
    "# open the file and read it into a variable\n",
    "novel = open('data/alice.txt', 'r').read()\n",
    "\n",
    "# instantiate a word cloud object\n",
    "novel_wc = WordCloud(\n",
    "    background_color='white',\n",
    "    max_words=2000,\n",
    "    stopwords=stopwords\n",
    ")\n",
    "\n",
    "# generate the word cloud data\n",
    "novel_wc.generate(novel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the occurence frequency of words in novel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display the word cloud\n",
    "plt.imshow(novel_wc, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the prominent countries contributing to immigration to Canada"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "Afghanistan       58639\n",
       "Albania           15699\n",
       "Algeria           69439\n",
       "American Samoa        6\n",
       "Andorra              15\n",
       "Name: Total, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create country wise distribution\n",
    "df_country = df_canada['Total']\n",
    "\n",
    "df_country.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate word cloud from histogram\n",
    "wc_country = WordCloud(background_color='white').generate_from_frequencies(df_country)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display the word cloud\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.imshow(wc_country, interpolation='bicubic')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
